Zero of fourteen models named BigPanda first on the direct prompt; zero named PagerDuty AIOps. BigPanda was named by fourteen of the fourteen models and PagerDuty AIOps by seven and BigPanda carries 47 labels and PagerDuty AIOps 10, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the aiops platforms page.
Across every category in the October 2026 Edition, BigPanda and PagerDuty AIOps were named in the same answer eighteen times, of the 129 answers naming BigPanda and the 33 naming PagerDuty AIOps. In those answers PagerDuty AIOps took the first choice two times and BigPanda three.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoids the high custom pricing of specialists like BigPanda ($6K+/year base, often $60K+ first year for mid setups)” Grok 4.1 Fast · paraphrase prompt · soft negative
“BigPanda is primarily an alert correlation and deduplication engine, not a full-stack observability platform.” Qwen 3.7 Flash · negative prompt · soft negative
“open-source alternative to expensive event-correlation tools like BigPanda or Splunk ITSI” Gemini 3.5 Flash · budget prompt · soft negative
“Dynatrace and BigPanda are often recommended due to their scalability, ease of integration, and strong noise reduction features” Mistral Small · paraphrase prompt · first choice
“My primary recommendation would be BigPanda if budget allows, as it offers the most comprehensive AI-powered correlation.” Claude Haiku 4.5 · paraphrase prompt · first choice
“If you're already using multiple monitoring tools and alert noise is your biggest problem → BigPanda or Moogsoft” Kimi K2 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“It charges by accepted events, so model your real event stream—including spikes and maintenance windows—before signing.” GPT-6 Luna · negative prompt · soft negative
“though some users find per-user costs steep, so it's best to evaluate their pricing carefully” Mistral Small · budget prompt · soft negative
“Users report steep pricing and a "really struggling in the current market" vibe” GLM 4.7 FlashX · negative prompt · soft negative
“For a typical mid-sized B2B company, PagerDuty AIOps offers the best balance of capability, cost transparency, and ease of deployment.” DeepSeek V4 Flash · paraphrase prompt · first choice
“I'd generally recommend PagerDuty AIOps / Signal Intelligence as the best starting point” GPT-5.4 mini · paraphrase prompt · first choice
“My default recommendation: PagerDuty AIOps” GPT-6 Luna · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.